GPT-3 can generate a React app from natural language description
21–30 of 31 posts
Re: GPT-3 can generate a React app from natural language description
#22Earlier quoted context omitted.
Apparently it was trained over GitHub repositories. https://youtu.be/fZSFNUT6iY8
What I'm wondering is how it matched up the natural english description with the repository content though.
Re: GPT-3 can generate a React app from natural language description
#23Earlier quoted context omitted.
This is something nobody's ever done before, and which nobody could have done before. How can you dismiss it so easily? If this is a step back, what does a step forward even look like? Generating code with guaranteed validity, safety, and performance are worthy goals, but how can you work on them without having an AI that can generate any code in the first place? I'm just endlessly confused by this mindset. If you wa…
> If you wanted a palace and someone built you the foundation, would you deride it as being nothing like a palace and in fact a step AWAY from a palace? Depends on whether it's actually possible to build a palace on top of the foundation. If I know the foundation is going to crumble under the extra weight of the walls, then yes, it's a step backwards. This is a fantastic achievement, and I think people who are saying…
Re: GPT-3 can generate a React app from natural language description
#24Earlier quoted context omitted.
Apparently it was trained over GitHub repositories. https://youtu.be/fZSFNUT6iY8
What I'm wondering is how it matched up the natural english description with the repository content though.
Re: GPT-3 can generate a React app from natural language description
#25Fun gimmick, but nothing more.
GPT3 incorporated into IDEs can provide a productivity boost. Imagine this coupled with a testing framework. I would not trust a GPT3 produced code base, after it does not "understand" what it is doing but if it passes all tests, I might be able to. Would you?
Re: GPT-3 can generate a React app from natural language description
#26Re: GPT-3 can generate a React app from natural language description
#27Earlier quoted context omitted.
This is something nobody's ever done before, and which nobody could have done before. How can you dismiss it so easily? If this is a step back, what does a step forward even look like? Generating code with guaranteed validity, safety, and performance are worthy goals, but how can you work on them without having an AI that can generate any code in the first place? I'm just endlessly confused by this mindset. If you wa…
> If you wanted a palace and someone built you the foundation, would you deride it as being nothing like a palace and in fact a step AWAY from a palace? Depends on whether it's actually possible to build a palace on top of the foundation. If I know the foundation is going to crumble under the extra weight of the walls, then yes, it's a step backwards. This is a fantastic achievement, and I think people who are saying…
This is perfectly fine. In fact it's the only way forward currently. Unless you have some alternative which is more promising? GPT models are like large convolutional networks in 2012 - they were so much better than all existing CV approaches at the time that it didn't make any sense to keep working on those other approaches.
Re: GPT-3 can generate a React app from natural language description
#28Earlier quoted context omitted.
this is great for all the people who hate gluing together boilerplater and pipes. in my opinion, the hardest part of development is the "natural language description". gathering requirements, making sure everyone is on the same page with what is being requested, etc. if we're able to quickly generate prototypes from that language that greatly reduces the cycle time from ideation to prototype. what I forsee is that co…
The trick will be whether the code generation works well enough most of the time, but if it generates some 1% weirdness that becomes a needle in the haystack. It seems to be it will be great for product manager/business person prototypes and potentially helpful for "hyper auto-complete" for a developer, but likely not for automating mission critical code.
Re: GPT-3 can generate a React app from natural language description
#29Earlier quoted context omitted.
What I'm wondering is how it matched up the natural english description with the repository content though.
I'd like to see this done with tests as the input, and the working app as the output. Then writing an app would be as simple as defining the tests it must pass.
In most cases, if you can define the tests, you have already figured out 80% of the solution.